Which stroller is easier to carry upstairs?
Weight, folded size and handling details make a portability claim concrete.
For brand, category and consumer product teams
Shoppers describe a need. Make your product’s fit clear.
Before someone searches for your brand, they may ask AI for a product that fits their routine, home or budget. See how your products enter those conversations, how alternatives are described and which facts are missing from the comparison.
ChatGPT
Google AI OverviewGemini
Claude
Perplexity
Copilot- Google AI Mode
Grok
Meta AIMistral
The product-fit check
Illustrative reviewCompact coffee machine
Cabinet clearance?
Small footprint
↔ Counter spaceFrom promise to proof
“Made for small spaces”
- Product height
- Published
- Refill clearance
- Not stated
- Lid opening space
- Not stated
The footprint alone does not prove the fit.
The questions
Real-life constraints, not brand keywords.
A consumer brand can be well known and still be missing from a specific use case. Look at the needs and trade-offs that lead someone to consider your product.
Is this skincare product fragrance-free?
An explicit ingredient list is more useful than broad claims about gentleness.
Does this food contain the allergen I avoid?
Clearly published allergen information matters more than implied suitability.
Will this appliance fit my space?
Dimensions should include any clearance needed for normal use.
What is a lower-cost alternative?
Compare meaningful differences rather than positioning every product as equivalent.
What makes this worth the higher price?
Materials, durability and support help explain value beyond a slogan.
The facts
Turn brand promises into specific product evidence.
Help people understand the difference between a verified attribute, a use-case benefit and a claim that still needs qualification.
- Dimensions and weight
- Ingredients and materials
- Verified certifications
- Use and care guidance
- Variant differences
- Warranty terms
- Retail availability
- Supporting reviews
Translate the brand promise
Let the use case reveal the differentiation.
For a compact coffee machine, a shopper’s small kitchen is a more useful starting point than the word “premium”.
01
What the shopper means
“Will it fit under my cabinet?”
The brand promise
Made for small spaces
The detail that proves the fit
Height plus clearance needed to refill water and open the lid.
02
What the shopper means
“Can I make two coffees before work?”
The brand promise
An effortless morning
The detail that proves the fit
Heat-up time, drink sizes and the actual preparation workflow.
03
What the shopper means
“Is cleaning going to be a chore?”
The brand promise
Easy to maintain
The detail that proves the fit
Removable parts, cleaning steps and descaling requirements.
Illustrative positioning exercise. Use verified product facts and avoid implying performance your testing does not support.
A category-led approach
Connect the brand story to the buying need.
Start with a product range where your differentiation can be supported by clear, useful facts.
Choose a meaningful customer need
Define the use case and its constraints. Track questions that help a shopper decide, not only questions that already include your brand name.
Make the distinction explicit
Check product attributes, variant descriptions and comparison content. Support benefits with the specifications, materials or evidence that explain them.
Review how the story travels
Compare your owned content with cited reviews and retailer listings. Revisit the answers to see whether your positioning is represented more accurately.
Claims about health, safety, allergens and certifications need appropriate substantiation. AI-generated descriptions should never be treated as verified product evidence.
One connected platform
Bring brand positioning and product facts together.
Understand how your range is described, then improve the content and attributes behind relevant buying decisions.
Read the answer
Intelligence
Track category questions, competitor comparisons and the sources describing your brand.
Explore IntelligenceRead the catalogCommerce
Review product information against the attributes shoppers use to compare.
Explore CommerceMakeContent
Create evidence-led guides, comparisons and FAQs in your brand voice.
Explore ContentTrack paid visibilityAds
Observe paid placements around questions in your product category.
Explore AdsMake your differentiation visible
See where your product belongs in the conversation.
Bring a product range and the needs it serves. Explore how AI describes your brand and the alternatives shoppers are shown.